{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a012fa99-1eb4-4b36-a785-9fbeac788d4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "694792a0-8482-4e4d-8d5d-2bc5bdead083",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#mpl.rcParams[\"font.sans-serif\"]=[\"SimHei\"]\n",
    "# mpl.rcParams[\"axes.unicode_minus\"]=False\n",
    "# some simple data\n",
    "x = range(1,9)\n",
    "y = [3,1,4,5,8,9,7,2]\n",
    "plt.bar(x,y,align=\"center\",color=\"c\",tick_label=[\"q\",\"a\",\"c\",\"e\",\"r\",\"j\",\"b\",\"p\"],hatch=\"/\")\n",
    "plt.xlabel(\"box number\")\n",
    "plt.ylabel(\"box weight(kg)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bcdd27ff-a779-49e5-95fa-7d0d3138282c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxWeight=np.random.randint(0,10,100) # 随机数，不是正太分布\n",
    "x=boxWeight\n",
    "bins=range(0,11,1)\n",
    "plt.hist(x,bins=bins,color=\"g\",histtype=\"bar\",rwidth=0.8,alpha=0.6)\n",
    "plt.xlabel(\"box weight (kg)\")\n",
    "plt.ylabel(\"sold count\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "db547e0e-c128-4566-9938-04fc811cd448",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "product_quality=[138,142,148,145,140,141,\n",
    "138,139,144,138,139,136,\n",
    "138,137,137,133,140,130,\n",
    "145,141,135,131,136,131,\n",
    "134,132,135,134,132,134,\n",
    "130,135,135,134,136,131,\n",
    "139,140,141,138,137,137,\n",
    "131,127,136,128,138,132,\n",
    "134,136,137,133,121,129,\n",
    "137,132,131,139,136,135]\n",
    "bins=7 # bins 的个数为元素的个数开方效果比较好，区间一般为6-20 https://zhuanlan.zhihu.com/p/425069925\n",
    "plt.hist(product_quality,bins=bins,color=\"b\",histtype=\"bar\",rwidth=0.9,alpha=0.6)\n",
    "plt.xlabel(\"box weight (kg)\")\n",
    "plt.ylabel(\"sold count\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1fb1ea54-dec8-4545-afbc-adac232942c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kinds = \"box1\",\"box2\",\"box3\",\"box4\" # tuple\n",
    "colors=[\"#e41a1c\",\"#377eb8\",\"#4daf4a\",\"#984ea3\"]\n",
    "soldNums=[0.05,0.45,0.15,0.35]\n",
    "# sum(soldNums)\n",
    "plt.pie(soldNums,labels=kinds,autopct=\"%3.1f%%\",startangle=0,colors=colors)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4866de95-85f7-41d5-b2fb-8432575a8a38",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
